About the Authors

Alec Solway

Contributed equally to this work with: Alec Solway, Carlos Diuk

Affiliation Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey, United States of America

Carlos Diuk

Contributed equally to this work with: Alec Solway, Carlos Diuk

Current address: Facebook Inc., Menlo Park, California, United States of America

Affiliation Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey, United States of America

Natalia Córdova

Affiliation Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey, United States of America

Debbie Yee

Affiliation Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey, United States of America

Andrew G. Barto

Affiliation School of Computer Science, University of Massachusetts Amherst, Amherst, Massachusetts, United States of America

Yael Niv

Affiliations Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey, United States of America, Department of Psychology, Princeton University, Princeton, New Jersey, United States of America

Matthew M. Botvinick

matthewb@princeton.edu

Affiliations Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey, United States of America, Department of Psychology, Princeton University, Princeton, New Jersey, United States of America

Competing Interests

The authors have declared that no competing interests exist.

Author Contributions

Conceived and designed the experiments: AS CD NC DY MMB AGB YN. Performed the experiments: AS CD DY NC. Analyzed the data: AS CD DY NC MMB. Contributed reagents/materials/analysis tools: AS CD DY NC MMB YN AGB. Wrote the paper: AS CD NC DY MMB YN AGB.